The Historical Brand Reconstruction Model reconstructs how frontier AI systems read a brand at a chosen moment in the past — turning today's models into instruments that can look backwards across a brand's trajectory.
Pick a historical quarter and HBRM reconstructs the reading the machines would have returned — the same A-R-E-S-C instrument, pointed at the past.
See how a brand's machine-reading rose, held or eroded over time — not anecdotally, but on the same scored basis as the live index.
Place a campaign, a launch or a crisis against the curve and read what the machines made of the brand on either side of it.
HBRM is reconstruction, not record — a directional, hindsight-informed estimate. The methodology paper will set out its limits in full.
HBRM is available for bespoke engagements while it completes its experimental phase.
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